{
 "metadata": {
  "signature": "sha256:a0d5bf7ca4418308ce8e2664a443c91f855914dc3b4953c7236a204bf0524300"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "id": "C70559AA7C9C47DE970E276A85611740",
     "metadata": {},
     "source": [
      "```python\n",
      "\u4f5c\u8005\uff1aLei\n",
      "\u7f16\u8f91\uff1a\u8499\u725b\n",
      "\u611f\u8c22\uff1a\u4f18\u77ff\u56e2\u961f\uff08service.uqer@datayes.com\uff09\n",
      "\n",
      "\u7248\u672c\u5386\u53f2\uff1a\n",
      "V1.0\uff0c2016-10-15\uff0c\u6587\u7ae0\u4e0a\u7ebf\n",
      "V1.1\uff0c2017-09-25\uff0c\u5347\u7ea7\u7b56\u7565\u5199\u6cd5\u4e3aQuartz3\n",
      "```\n",
      "> \n",
      "> \u672c\u6587\u4ecb\u7ecd\u4e86\u671f\u8d27\u6295\u8d44\u5e38\u7528\u7684\u901a\u9053\u7a81\u7834\u7b56\u7565\u3002\n",
      "> \u901a\u9053\u7a81\u7834\u7b56\u7565\u5229\u7528\u4ef7\u683c\u5bf9\u901a\u9053\u7684\u7a81\u7834\u4ea7\u751f\u4ea4\u6613\u4fe1\u53f7\uff0c\u4ee5\u5e03\u6797\u5e26\u7a81\u7834\u7b56\u7565\u4e3a\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5b9a\u4e49\u901a\u9053\uff0c\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\u7a81\u7834\u5224\u65ad\u3002\n",
      "> "
     ]
    },
    {
     "cell_type": "markdown",
     "id": "B71302BDE17A45C6A186ADAE22278539",
     "metadata": {},
     "source": [
      "# \u76ee\u5f55\n",
      "---\n",
      "\n",
      " 1. \u5e03\u6797\u5e26\u7a81\u7834 - \u65e0\u6b62\u76c8\u6b62\u635f"
     ]
    },
    {
     "cell_type": "markdown",
     "id": "EB9A2FEAC00D4C0A8C491A9E4569B6FE",
     "metadata": {},
     "source": [
      "\n",
      "# 1. \u5e03\u6797\u5e26\u7a81\u7834 - \u65e0\u6b62\u76c8\u6b62\u635f\n",
      "---\n",
      "\u5229\u7528\u524d\u6536\u76d8\u4ef7\u683c$pre_{closeprice}$\u5bf9\u4e8e\u5e03\u6797\u5e26\u4e0a\u8fb9\u5e26 $upper_{band}$ \u548c\u4e0b\u8fb9\u5e26$lower\\_{band}$\u7a81\u7834\u751f\u6210\u5f00\u5e73\u4ed3\u4fe1\u53f7\uff1a\n",
      "* $pre_{closeprice}$ \u4e0a\u7a7f $upper\\_{band}$\uff0c\u5f62\u6210\u505a\u591a\u4fe1\u53f7\uff0c\u4e70\u5165\u5f00\u4ed3\uff1b\n",
      "* $pre_{closeprice}$ \u4e0b\u7a7f $lower\\_{band}$\uff0c\u5f62\u6210\u505a\u7a7a\u4fe1\u53f7\uff0c\u5356\u51fa\u5f00\u4ed3\u3002"
     ]
    },
    {
     "cell_type": "strategy",
     "collapsed": false,
     "has_detail": true,
     "id": "D83645B4CC5F497788910C8C47D8FCB1",
     "input": "#**********************************************#\n# \u5e03\u6797\u5e26\u7a81\u7834 - \u65e0\u6b62\u76c8\u6b62\u635f\n# \u4ef7\u683c\u4e0a\u7a7f\u5e03\u6797\u4e0a\u8fb9\u5e26\uff0c\u5f62\u6210\u505a\u591a\u4fe1\u53f7\uff0c\u4e70\u5165\u5f00\u4ed3\uff1b\n# \u4ef7\u683c\u4e0b\u7a7f\u5e03\u6797\u4e0b\u8fb9\u5e26\uff0c\u5f62\u6210\u505a\u7a7a\u4fe1\u53f7\uff0c\u5356\u51fa\u5f00\u4ed3\uff1b\n#**********************************************#\nimport talib\nimport pandas as pd\nimport numpy as np\nimport quartz_futures as qf\nfrom quartz_futures.api import *\n\n### \u53c2\u6570\u521d\u59cb\u5316\nuniverse = ['RBM0']               # \u7b56\u7565\u8bc1\u5238\u6c60\nstart = '2013-07-01'\nend   = '2017-03-31'\nrefresh_rate = 1                  # \u8c03\u4ed3\u5468\u671f\nfreq = 'd'                          # \u8c03\u4ed3\u9891\u7387\uff1as -> \u79d2\uff1bm-> \u5206\u949f\uff1bd-> \u65e5\uff1b\n\n## \u81ea\u52a8\u751f\u6210\u4fdd\u8bc1\u91d1\u6bd4\u4f8b\uff1a margin_rate\nmargin_ratio = DataAPI.FutuGet(ticker = universe, field = ['ticker','tradeMarginRatio'], pandas = '1')\nmargin_rate = dict(zip(margin_ratio.ticker.tolist(), [0.01*index for index in margin_ratio.tradeMarginRatio.tolist()]))\n\naccounts = {\n    'futures_account': AccountConfig(account_type='futures', capital_base=1000000, margin_rate=0.2)\n}\n\n\n### \u7b56\u7565\u521d\u59cb\u5316\u51fd\u6570\uff0c\u4e00\u822c\u7528\u4e8e\u8bbe\u7f6e\u8ba1\u6570\u5668\uff0c\u56de\u6d4b\u8f85\u52a9\u53d8\u91cf\u7b49\u3002\ndef initialize(context):\n    pass\n\n### \u56de\u6d4b\u8c03\u4ed3\u903b\u8f91\uff0c\u6bcf\u4e2a\u8c03\u4ed3\u5468\u671f\u8fd0\u884c\u4e00\u6b21\uff0c\u53ef\u5728\u6b64\u51fd\u6570\u5185\u5b9e\u73b0\u4fe1\u53f7\u751f\u4ea7\uff0c\u751f\u6210\u8c03\u4ed3\u6307\u4ee4\u3002\ndef handle_data(context):    \n    futures_account = context.get_account('futures_account')\n    \n    if main_contract_mapping_changed(context, futures_account):\n        return\n            \n    symbol = context.get_symbol('RBM0')\n    amount = 100\n    \n    history_data = context.history(symbol=symbol, attribute=['closePrice', 'openPrice', 'lowPrice', 'highPrice'], time_range=30, freq='1d')[symbol]\n    upper_band, middle_band, lower_band = talib.BBANDS(history_data['closePrice'].apply(float).values, timeperiod = 10, nbdevup = 0.5, nbdevdn = 0.5)\n    pre_close_price = history_data['closePrice'][-1]\n    \n    \n    current_long = futures_account.get_positions().get(symbol, dict()).get('long_amount', 0)\n    current_short= futures_account.get_positions().get(symbol, dict()).get('short_amount', 0)\n    \n    if pre_close_price > upper_band[-1]:\n        if current_short > 0:\n            print context.current_date, '\u4e70\u5165\u5e73\u4ed3' \n            futures_account.order(symbol, current_short, 'close')\n        if current_long < amount:\n            print context.current_date, '\u4e70\u5165\u5f00\u4ed3'\n            futures_account.order(symbol, amount, 'open')\n\n    if pre_close_price < lower_band[-1]:\n        if current_long > 0:\n            print context.current_date, '\u5356\u51fa\u5e73\u4ed3'\n            futures_account.order(symbol, -current_long, 'close')\n        if current_short < amount:\n            print context.current_date, '\u5356\u51fa\u5f00\u4ed3'\n            futures_account.order(symbol, -amount, 'open')\n            \ndef main_contract_mapping_changed(context, futures_account):\n    '''\n        \u5904\u7406\u79fb\u4ed3\u6362\u6708\u7684\u60c5\u51b5\n    '''\n    if context.mapping_changed('RBM0'):\n        symbol_before, symbol_after = context.get_rolling_tuple('RBM0')\n        if futures_account.get_position(symbol_before):\n            futures_account.switch_position(symbol_before, symbol_after)\n            return True\n        \n    return False",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-07-03 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5f00\u4ed3\n2013-07-29 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2013-07-29 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-08-05 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2013-08-05 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2013-08-23 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2013-08-23 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-08-28 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2013-08-28 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2013-08-29 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2013-08-29 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-10-15 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2013-10-15 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2013-10-17 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2013-10-17 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-11-04 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2013-11-04 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2013-11-14 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2013-11-14 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2013-11-27 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5e73\u4ed3\n2013-11-27 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2013-12-16 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2013-12-16 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-01-27 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-01-27 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-01-29 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-01-29 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2014-02-18 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5e73\u4ed3\n2014-02-18 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-02-21 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-02-21 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-03-26 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-03-26 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-04-17 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-04-17 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-05-27 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-05-27 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-06-03 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-06-03 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2014-06-23 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5e73\u4ed3\n2014-06-23 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-07-21 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-07-21 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-07-30 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-07-30 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-08-12 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2014-08-12 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-10-14 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-10-14 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-10-23 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2014-10-23 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-10-31 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-10-31 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-11-04 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-11-04 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-11-28 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-11-28 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-12-17 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2014-12-17 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2014-12-22 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2014-12-22 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2014-12-23 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2014-12-23 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2014-12-31 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5e73\u4ed3\n2014-12-31 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-01-13 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2015-01-13 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-01-30 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-01-30 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-02-05 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2015-02-05 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2015-02-09 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-02-09 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-02-26 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-02-26 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-03-24 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-03-24 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-03-27 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-03-27 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-04-23 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-04-23 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-05-14 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2015-05-14 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-05-29 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-05-29 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-06-04 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-06-04 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-07-22 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-07-22 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-07-23 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-07-23 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2015-07-28 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u4e70\u5165\u5e73\u4ed3\n2015-07-28 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-08-10 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": " \u5356\u51fa\u5e73\u4ed3\n2015-08-10 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-08-14 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-08-14 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-08-18 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-08-18 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-11-10 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-11-10 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2015-11-12 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2015-11-12 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2015-12-08 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2015-12-08 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2016-01-11 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-01-11 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": "2016-01-18 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-01-18 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2016-02-01 00:00:00"
      },
      {
       "output_type": "stream",
       "stream": "stdout",
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       "text": "2016-03-15 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-03-15 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "text": "2016-03-18 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-03-18 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2016-03-31 00:00:00"
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       "text": " \u5356\u51fa\u5e73\u4ed3\n2016-03-31 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2016-04-05 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-04-05 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
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       "text": "2016-05-04 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-05-04 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "text": "2016-06-06 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-06-06 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
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       "text": "2016-07-19 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-07-19 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2016-07-29 00:00:00"
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       "text": " \u4e70\u5165\u5e73\u4ed3\n2016-07-29 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
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       "text": "2016-08-29 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-08-29 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "text": "2016-09-26 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-09-26 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2016-10-10 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-10-10 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2016-10-12 00:00:00"
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       "text": " \u4e70\u5165\u5e73\u4ed3\n2016-10-12 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
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       "text": "2016-11-17 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-11-17 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2016-11-24 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2016-11-24 00:00:00 \u4e70\u5165\u5f00\u4ed3\n"
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       "text": "2016-12-19 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2016-12-19 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "stream": "stdout",
       "text": "2017-01-10 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2017-01-10 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2017-01-24 00:00:00"
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       "text": " \u5356\u51fa\u5e73\u4ed3\n2017-01-24 00:00:00 \u5356\u51fa\u5f00\u4ed3\n2017-01-25 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2017-01-25 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2017-02-06 00:00:00 \u5356\u51fa\u5e73\u4ed3\n2017-02-06 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "text": "2017-02-13 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2017-02-13 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2017-03-07 00:00:00"
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       "text": " \u5356\u51fa\u5e73\u4ed3\n2017-03-07 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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       "text": "2017-03-14 00:00:00 \u4e70\u5165\u5e73\u4ed3\n2017-03-14 00:00:00 \u4e70\u5165\u5f00\u4ed3\n2017-03-22 00:00:00"
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       "text": " \u5356\u51fa\u5e73\u4ed3\n2017-03-22 00:00:00 \u5356\u51fa\u5f00\u4ed3\n"
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